{"id":"W4412684586","doi":"10.1186/s40068-025-00406-6","title":"Interdisciplinary collaboration in VUCA contexts: a conceptual review for environmental upheavals management","year":2025,"lang":"en","type":"review","venue":"ENVIRONMENTAL SYSTEMS RESEARCH","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Environmental resource management; Environmental planning; Management science; Process management; Business; Regional science; Political science; Engineering; Sociology; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003341856,0.000727402,0.00195146,0.0002625226,0.0004414683,0.000109055,0.001177382,0.0004496242,0.001963357],"category_scores_gemma":[0.0001204614,0.0006766597,0.0004573559,0.0008357411,0.00109897,0.0003510913,0.00295806,0.0007822701,0.001150215],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009142327,"about_ca_system_score_gemma":0.00008162073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004653564,"about_ca_topic_score_gemma":0.00005764264,"domain_scores_codex":[0.9924672,0.001631607,0.001537656,0.001635901,0.001514826,0.001212808],"domain_scores_gemma":[0.997222,0.001015817,0.0004332145,0.001098733,0.000005919321,0.0002242819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001453697,0.001417525,0.0003724128,0.1448053,0.0002349332,0.0003041014,0.002159644,0.00004072419,0.000008825895,0.0004955582,0.06514609,0.7848695],"study_design_scores_gemma":[0.0005564004,0.0002326784,0.00006927232,0.03878408,0.000157868,0.00002505055,0.01624682,0.00001148792,9.784158e-7,0.00004512117,0.9433116,0.0005586623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002087871,0.9766771,0.00001109374,0.0001609434,0.0004019693,0.01496646,0.001240724,0.00003027884,0.006302663],"genre_scores_gemma":[0.0006924387,0.9671248,0.00003877665,0.0000688889,0.0001102466,0.01094229,0.0008354115,0.00008201386,0.02010514],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8781655,"threshold_uncertainty_score":0.9996275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06734935369884344,"score_gpt":0.4371083883255428,"score_spread":0.3697590346266993,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}